{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License. \n",
    "\n",
    "# Training with 2D samples from volumes\n",
    "\n",
    "This tutorial shows how to train a network with 2D samples from 3D inputs.\n",
    "\n",
    "It mainly demonstrates sampling of 2d slice dataset using `monai.transforms.RandSpatialCropSamplesd` and `monai.data.PatchDataset`.\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/modules/2d_slices_from_3d.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[tqdm, nibabel]\"\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import tempfile\n",
    "from glob import glob\n",
    "import shutil\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import monai\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "import torch\n",
    "from monai.data import DataLoader, PatchDataset, create_test_image_3d\n",
    "from monai.inferers import SliceInferer\n",
    "from monai.metrics import DiceMetric\n",
    "from monai.transforms import (\n",
    "    Compose,\n",
    "    EnsureChannelFirstd,\n",
    "    EnsureTyped,\n",
    "    LoadImaged,\n",
    "    RandRotate90d,\n",
    "    Resized,\n",
    "    ScaleIntensityd,\n",
    "    SqueezeDimd,\n",
    ")\n",
    "from monai.visualize import matshow3d\n",
    "\n",
    "monai.config.print_config()\n",
    "monai.utils.set_determinism(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup data directory\n",
    "\n",
    "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable.  \n",
    "This allows you to save results and reuse downloads.  \n",
    "If not specified a temporary directory will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/workspace/Data\n"
     ]
    }
   ],
   "source": [
    "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n",
    "if directory is not None:\n",
    "    os.makedirs(directory, exist_ok=True)\n",
    "root_dir = tempfile.mkdtemp() if directory is None else directory\n",
    "print(root_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a dataset\n",
    "\n",
    "The example volumes are created with different spatial shapes for demo purposes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "generating synthetic data to /workspace/Data (this may take a while)\n"
     ]
    }
   ],
   "source": [
    "print(f\"generating synthetic data to {root_dir} (this may take a while)\")\n",
    "for i in range(40):\n",
    "    # make the input volumes different spatial shapes for demo purposes\n",
    "    H, W, D = 30 + i, 40 + i, 50 + i\n",
    "    im, seg = create_test_image_3d(H, W, D, num_seg_classes=1, channel_dim=-1, rad_max=10)\n",
    "\n",
    "    n = nib.Nifti1Image(im, np.eye(4))\n",
    "    nib.save(n, os.path.join(root_dir, f\"img{i:d}.nii.gz\"))\n",
    "    n = nib.Nifti1Image(seg, np.eye(4))\n",
    "    nib.save(n, os.path.join(root_dir, f\"seg{i:d}.nii.gz\"))\n",
    "\n",
    "images = sorted(glob(os.path.join(root_dir, \"img*.nii.gz\")))\n",
    "segs = sorted(glob(os.path.join(root_dir, \"seg*.nii.gz\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_files = [{\"img\": img, \"seg\": seg} for img, seg in zip(images[:35], segs[:35])]\n",
    "val_files = [{\"img\": img, \"seg\": seg} for img, seg in zip(images[-3:], segs[-3:])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Volume-level preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|██████████| 35/35 [00:00<00:00, 175.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first volume's shape:  torch.Size([1, 1, 30, 40, 50]) torch.Size([1, 1, 30, 40, 50])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# volume-level transforms for both image and segmentation\n",
    "train_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"img\", \"seg\"]),\n",
    "        EnsureChannelFirstd(keys=[\"img\", \"seg\"]),\n",
    "        ScaleIntensityd(keys=\"img\"),\n",
    "        RandRotate90d(keys=[\"img\", \"seg\"], prob=0.5, spatial_axes=[0, 2]),\n",
    "        EnsureTyped(keys=[\"img\", \"seg\"]),\n",
    "    ]\n",
    ")\n",
    "# 3D dataset with preprocessing transforms\n",
    "volume_ds = monai.data.CacheDataset(data=train_files, transform=train_transforms)\n",
    "# use batch_size=1 to check the volumes because the input volumes have different shapes\n",
    "check_loader = DataLoader(volume_ds, batch_size=1)\n",
    "check_data = monai.utils.misc.first(check_loader)\n",
    "print(\"first volume's shape: \", check_data[\"img\"].shape, check_data[\"seg\"].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## volume to patch processing\n",
    "\n",
    "- define the 2d sampling transforms, could also be other spatial cropping transforms\n",
    "https://docs.monai.io/en/stable/transforms.html#crop-and-pad-dict\n",
    "\n",
    "- patch-level preprocessing, resize the sampled slices to a consistent size so that we can batch\n",
    "the last spatial dim is always 1, so we squeeze dim."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first patch's shape:  torch.Size([3, 1, 48, 48]) torch.Size([3, 1, 48, 48])\n"
     ]
    }
   ],
   "source": [
    "num_samples = 4\n",
    "patch_func = monai.transforms.RandSpatialCropSamplesd(\n",
    "    keys=[\"img\", \"seg\"],\n",
    "    roi_size=[-1, -1, 1],  # dynamic spatial_size for the first two dimensions\n",
    "    num_samples=num_samples,\n",
    "    random_size=False,\n",
    ")\n",
    "# this can also be balanced samples:\n",
    "# patch_func = RandCropByPosNegLabeld(\n",
    "#     keys=[\"img\", \"seg\"],\n",
    "#     label_key=\"seg\",\n",
    "#     spatial_size=[-1, -1, 1],  # dynamic spatial_size for the first two dimensions\n",
    "#     pos=1,\n",
    "#     neg=1,\n",
    "#     num_samples=num_samples,\n",
    "# )\n",
    "patch_transform = Compose(\n",
    "    [\n",
    "        SqueezeDimd(keys=[\"img\", \"seg\"], dim=-1),  # squeeze the last dim\n",
    "        Resized(keys=[\"img\", \"seg\"], spatial_size=[48, 48]),\n",
    "        # to use crop/pad instead of resize:\n",
    "        # ResizeWithPadOrCropd(keys=[\"img\", \"seg\"], spatial_size=[48, 48], mode=\"replicate\"),\n",
    "    ]\n",
    ")\n",
    "patch_ds = PatchDataset(\n",
    "    volume_ds,\n",
    "    transform=patch_transform,\n",
    "    patch_func=patch_func,\n",
    "    samples_per_image=num_samples,\n",
    ")\n",
    "shuffle_ds = monai.data.ShuffleBuffer(patch_ds, seed=0)\n",
    "train_loader = DataLoader(\n",
    "    shuffle_ds,\n",
    "    batch_size=3,\n",
    "    num_workers=2,\n",
    "    pin_memory=torch.cuda.is_available(),\n",
    ")\n",
    "\n",
    "check_data = monai.utils.misc.first(train_loader)\n",
    "print(\"first patch's shape: \", check_data[\"img\"].shape, check_data[\"seg\"].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define 2D network and losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "model = monai.networks.nets.UNet(\n",
    "    spatial_dims=2,\n",
    "    in_channels=1,\n",
    "    out_channels=1,\n",
    "    channels=(16, 32, 64, 128),\n",
    "    strides=(2, 2, 2),\n",
    "    num_res_units=2,\n",
    ").to(device)\n",
    "loss_function = monai.losses.DiceLoss(sigmoid=True)\n",
    "optimizer = torch.optim.Adam(model.parameters(), 5e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The training loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------\n",
      "epoch 1/5\n",
      "15, train_loss: 0.6875\n",
      "epoch 1 average loss: 0.4867\n",
      "----------\n",
      "epoch 2/5\n",
      "15, train_loss: 0.6329\n",
      "epoch 2 average loss: 0.4360\n",
      "----------\n",
      "epoch 3/5\n",
      "15, train_loss: 0.5824\n",
      "epoch 3 average loss: 0.3954\n",
      "----------\n",
      "epoch 4/5\n",
      "15, train_loss: 0.5226\n",
      "epoch 4 average loss: 0.3567\n",
      "----------\n",
      "epoch 5/5\n",
      "15, train_loss: 0.4715\n",
      "epoch 5 average loss: 0.3244\n",
      "train completed\n"
     ]
    }
   ],
   "source": [
    "epoch_loss_values = []\n",
    "num_epochs = 5\n",
    "for epoch in range(num_epochs):\n",
    "    print(\"-\" * 10)\n",
    "    print(f\"epoch {epoch + 1}/{num_epochs}\")\n",
    "    model.train()\n",
    "    epoch_loss, step = 0, 0\n",
    "    for batch_data in train_loader:\n",
    "        step += 1\n",
    "        inputs, labels = batch_data[\"img\"].to(device), batch_data[\"seg\"].to(device)\n",
    "        optimizer.zero_grad()\n",
    "        outputs = model(inputs)\n",
    "        loss = loss_function(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        epoch_loss += loss.item()\n",
    "        if step % 15 == 0:\n",
    "            print(f\"{step}, train_loss: {loss.item():.4f}\")\n",
    "    epoch_loss /= step\n",
    "    epoch_loss_values.append(epoch_loss)\n",
    "    print(f\"epoch {epoch + 1} average loss: {epoch_loss:.4f}\")\n",
    "print(\"train completed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SliceInferer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dice:  tensor(0.9195)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dice:  tensor(0.7840)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dice:  tensor(0.8424)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg Dice: 0.8486292362213135\n"
     ]
    }
   ],
   "source": [
    "val_transform = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"img\", \"seg\"]),\n",
    "        EnsureChannelFirstd(keys=[\"img\", \"seg\"]),\n",
    "        ScaleIntensityd(keys=\"img\"),\n",
    "        EnsureTyped(keys=[\"img\", \"seg\"]),\n",
    "    ]\n",
    ")\n",
    "val_files = [{\"img\": img, \"seg\": seg} for img, seg in zip(images[-3:], segs[-3:])]\n",
    "val_ds = monai.data.Dataset(data=val_files, transform=val_transform)\n",
    "data_loader = DataLoader(val_ds, num_workers=1, pin_memory=torch.cuda.is_available())\n",
    "dice_metric = DiceMetric(include_background=True, reduction=\"mean\", get_not_nans=False)\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for val_data in data_loader:\n",
    "        val_images = val_data[\"img\"].to(device)\n",
    "        roi_size = (48, 48)\n",
    "        sw_batch_size = 3\n",
    "        slice_inferer = SliceInferer(\n",
    "            roi_size=roi_size,\n",
    "            sw_batch_size=sw_batch_size,\n",
    "            spatial_dim=1,  # Spatial dim to slice along is defined here\n",
    "            device=torch.device(\"cpu\"),\n",
    "            padding_mode=\"replicate\",\n",
    "        )\n",
    "        val_output = slice_inferer(val_images, model).cpu()\n",
    "        dice_metric(y_pred=val_output > 0.5, y=val_data[\"seg\"])\n",
    "        print(\"Dice: \", dice_metric.get_buffer()[-1][0])\n",
    "        fig = plt.figure(figsize=(10, 4))\n",
    "        plt.subplot(1, 2, 1)\n",
    "        matshow3d(val_output[0], fig=plt.gca())\n",
    "        plt.subplot(1, 2, 2)\n",
    "        matshow3d(val_images[0], fig=plt.gca())\n",
    "        plt.show()\n",
    "    print(f\"Avg Dice: {dice_metric.aggregate().item()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleanup data directory\n",
    "\n",
    "Remove directory if a temporary was used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "if directory is None:\n",
    "    shutil.rmtree(root_dir)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
